{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-28T09:11:40.106128Z",
     "start_time": "2021-05-28T09:11:40.101115Z"
    }
   },
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "import os\n",
    "from imp import reload\n",
    "from pathlib import Path\n",
    "\n",
    "import seaborn as sns\n",
    "sns.set_style(\"dark\")\n",
    "\n",
    "import sys\n",
    "sys.path.append(\"../\")\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "img_base_path = Path(r\"../image_data/DIP3E_Original_Images_CH03\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 直方图处理"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 局部直方图均衡"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-21T07:07:29.237283Z",
     "start_time": "2021-05-21T07:07:28.995492Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2b33379b5c8>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GAwthUkKEEN8NPAr8tpTyd4B26keBl4FX6p+7n+sxR0juNhLuz2XOS9eRNjQyqnaA9nTPg0OuNy9dTMtj4DAdzUkIcQ3wReAjUsrP1R8/I4Q4Wf98O/AE8BRwQghxRAhxDLiejXNRj10aIZ06G90ltShcLonaWGk+B6sZ+8SUz+CjwFXAx4QQH6s/+wBwSghxCHgOOCOlLIQQp9gIQw7cL6V8w1kpd0kkGmKObwjBlNd9Ds//GKHel8N8p3wGH2DT+bvc0nPtaeC0cUlS40/EhI646MaijC1jB2z/cYUjxy4EbcFSdWbZeIsTb6K7QqSKzTua2tzUvkbXuTyWnqdVpXjEYAmNX/cl+A5C2nVs68R2L0U33qSbdp8Tbyzdtt9iatOXB8K76YfCYPuuM01v7FrTe8fS8cFc4bRLwrZOXNepy70sAd51eDFQWS5qrlNNT4WhpaQxte/em1gmPpcPFyzYcbZq030CJmcXqHT+qbR9LEc1+SXhuRhX9eGjLenm73qzmmXdxOMzaFCJGVeZd9nmOxYOvGD130p0TfNteX+O/UhxicGUt35qCcfnS54rlNRXfktFxXs+1z4Cl9j6Opp/2/3BsrxxiUGbGGPL+/DVcLrp7upqwoKDeGbJ32E545qQqsy9unv6VfAdLqoSdKLiA+iqfHdEDCgEWZaN/h41Ou8/tBPQNH8HbTxey6APmwe2DS6xMetdBijNOHJlWUZGdqHj5/nm37La7Iyqmv+qyHdK+ayr0GHQDlmWGOgEcJhc14cLq8K2sQxtd/bYEPMsZ5XnZD27oFaNVVD/sy4Lf6LQPKNLEZxzKjBXXr73JkRFKAWOQfXHwlw9sMpXrFrpV1SU1aazX7ASaqsBYC9fUVQlRVV4K5NzTPcHdDv3Ep2XA8QvBn0+grZTLYbOGgoPz55n+QUhqKgoypLyIt/F5p8yyy66Ns8yyixzbx247HQuOpqKf6idn8l+BVOfwVatJvQ9kI+YghhpGlngtfJV/mZDv0QI2tlXFUVVkK9qv0L9XxXqpBWVjq6z30AlP1M/km5QnatnmyC+1QRTYonWsymDinnq8RmzLNtMB+r/hoSgTRmL87DPC6/SJmJoMw1DKwkzrXDEZRmM4Svy0LQMfWo9tWzooowen7MZ7QsWtnQ4hIqJblKfUyP7Qi3W8LIYkzLbMLbTMoYVCd3sJkb8rPYZ5LGLxpzty2YEt7FgHD3jciyDUGvw7TRVwmIb03Tq2oWQtVYN2isJQO+yY/SYOPSm8OnIbtLeiWmCy4cc6oygtmRkE/feZ3b6EqUZaOIMYLjTN87CJjApyzKc+g9ddDLTJUTX+FhBcHFvi/Bi4BrTyo599J6pfFlryTBrLRU2Hb+JN2iCjDYxCZvrvC0rDhbWQiC7oj00iOim1aVvZI9g1aiP7RODufA1JQm8/6AdO1BW5SWdPypcW5VzMTRVCTwgbZcYTHVQlxXu48WpjIQeG0w34GhdFloC4HyacFHiC/XU2y6Xz/i8W+LKr1F1tPiMSTBJO8IVlVLR7J9lNUGnfkzrMnScio2/yhHxtUKf+Ion78vDxz2RjYp51r+RySlDqzk+iKx+52a3xKCNqnPKR9pbQJZlF4UuhylEz2iuW/c2jsMtY7t8Bm2GlhfBLEZ9BxpMVVUXtiWvspwquzQkuYk7GNre7L5QDqJOx95djO80kH9ke8XAB3MJQiDhKauSosouOBH38hUV+YX9B91go6IqqaqKvXx14fsFbWIOg+1BOR7ZHjFQiTlv1pP77tV9QS7UeyzfQKNDYwk05xVkZG8eZlLT3dpckV8UpRj1EqTvJWGfwUWe2R4xaDOnWeijcQ2J1gw0m5XKzpFn7eCjbmdfl8VF93tnSkRDL+eFCp0fy0eB5YiB6q5Fk05kugJg22FdzIc90QQaqcQNeBcA1Q6q8j6mLDETTELQAwr+EMsRg9DLb31KHrHJt1V06zni+P4geTqyhOOSJhXay0k+lbVvycrV6NS+1iZIRje/bWJXntvG2tFkmTXqQ8VV16unXo5O2VwE0uyCddKIZrvuTZ5bVXzb17Tz9iFALtuTJcuZJoB9gInLvEOzCyKQmJVliUEMYcSpE85PyM1lOoFNunn4jifRTH9SDIQQK+A0IIACuJNNnNpDbHzNzwL3SilLIcTdwD3AGnhQSvmwbvmjxceSZBIWPVQ7nOmynavzEVTzcvH+x8qsmb6K7ftjAFLKm4FfAj5d//+AlPIEG2G4QwhxLXAfcDNwG/BxIcRhrdJsCyrzyyQE+qj6WGx8MT5Xo1w4fbv+DJjPgSil/APgZ+tf3wZ8A7gJeLz+7BHgVuBdwJNSynNSyrPAC8ANTkoZGt2XN8cOu4R7fE9D+6JYTdrWUJqWfi2lu6WUayHEbwK/ApwBMillE2nyKnAMuBI427qt+Tw+piqtT30T28vc77jpxJENGsq1IKX8KeD72fgPLmt9dRR4GXil/rn7uVvmPoQisheW2CJctWVH6UymIIR4nxDiF+tfvwOUwF8JIU7Wn90OPAE8BZwQQhwRQhwDrmfjXHSLi46psilpSRZBZPuComTsfYYUe5crJZZpqSwt/j7wG0KIPwP2gQ8CzwGnhRCH6p/PSCkLIcQpNsKQA/dLKd+YTN3ECWJz1oDv3YY+Weo5gIl++t6ji/5gyKQYSClfA/59z1e39Fx7ms00Qh3FB6nKkmzoZB0fFRfjJqLBqMh5i7EYVI9Ma8R9DpFX3XAXgMXYwoNC4CZx//eGPnBziTQnNZcTHXmoXk1MZ9/vaI7ObtjWUut0gc/VCaWNKnpJLoa644wOBE2Hd7EFWWczWszCbug/WFY4si98b331PBoc+0/v5R8/068INsc8hOSKn7td74YY/ShDU4KpqUKf38B2k5YCWcgjqsqDN6ripa/3f+n7eKoQzB2/7vve0PWpim09gPkuSVMxGHKSG5Rn//h1TwPvnLouXsugO6QN/b4k5oh5d0UEFo8x3TYS6tAT0wNHxvYZeKzz+I3H7vzHdD019lGsa8eP2fV91w7db3t4imuG0m2X18VxclMjr8t5/1j9u0bl3RsSlxj4nNjamolzorvJqa/x98Wtx+A4mBoth5wcLsvuepQNGaXqMO8IWseCMe1gffcMWT8uRkmTNGzE0+WI6wtXnXdsWXPse1Pa6TpOOy4xUPGw2jJWiX3fLWlqMYTLTTFzWBh9I7fD3XlbgQdrJNVqm/aadTc2YGg09+0U9CFGqs/X952K88vFlExlJcMFNuKm2kZ8l8mRQMe7mtDF1aim6yUfWvONwWIwLUOff2Hs2qaxjc21LZa+BssxRz27Wi1wWU7dtJLPoIWOuazLkHNuqAxDKh2LA0+XpkOqLoeNzZVV6mDMOmiLUigx1lnlCUG7jjXb3HIsgzFiGKUbTNeWY8S0cU/VwVgwzlS6sXQ4MAso8o2FtRKvGMxRqbombbdM7fv7RjGdtHXznoMQjdokIGdOpqZUNgQOqItAZgPjs+JjWJ4bSzvUdGabrCeXBH7+eMXAZcW48PROrSa4XJKc8lNMddix73Tm/6r5qRKDia9KKB9PQEFY0NvpoPOyXDicptLoW5L0hUpZVNPpE7G+z1zM14fScB0e7IK+CM65mTnPiGq/xmRlwNWo5SKacC4/h4t0pqLnunmqPJtptGPIjhebEPUxQ/kir4EJXHc8F8EyPhmb65syFfWpk6fKNSrW1dyYTJ3a+CrzkCh7Ir7VBJsOaeIDcDF96PvZB6ojs25glatrh65r17XNqshQAJhOGXXSjoWZyrYMy2AsVBbchAXH2AhC4yq4Z0wkdKdZOtGTQ6g4lGOaNszUNuOzDHQYa2QmHvOxNKcIGWxiK4pz0BfKrLvEqPr51Lvs+9xEZOa0JnTzMChbRPLXoa3e7eU7FWfPVAVMLRMOXWOTp0/GRMB0hNO5L6ZRFMaXfH3l0xBLXRgMDJGUvIehtXbb0U/VIRbrCNvgsrOqxmCopKMa/xBLp/HBHAFjHvLe4jcyQMydXOdFxvQcMftetimE2/M0cPfEAOKeW7vGdtlM5zpX+dgS2uoI0bYc+C+icyCW334JioPQxXBHlpNfeXXoUsRHYDEuXzsL63MOEirB51/7UiXLya74F9j85bGoxKB87Sz/8d9+gq+c+6fe77Ns80cFx/7WQ3PN1HXde1TSVEmve+2Nh6/lvz/6EfIrrpouSGhrJfT223Y5QC3QR2VloIdP3fJfOXP+b/XLZslUWxu7Z6wdHt+/ki+cuYu9773RuGxRiQFVyf87/8/83xf/JnRJnJFfnUNZhC6GGjEIAbgvR4/IPZe9vlXt7Pjl3wUHdpZOBPZNwhmh58q+6S43xyJeW8KWt57E7Pjc9OMi0nSX0HwP4cVgCTvGlkI3aCrVay9VWVJu7Z+uNid8a9kF1c5Xl37mu7P62m6smq/r53OYlo3HfVFo9q3wDsRdGL36HIhjEX6uBNLVuv9UuboOOh+7Ch0PGjnZ9EU7hpIYCCGOA08D7wHWwENABTwL3CulLIUQdwP31N8/KKV8WKkEu2AZ6OBye68rbESl2bY817JlLMujC2RyWBZC7AO/Brxef/Rp4AEp5QkgA+4QQlwL3AfcDNwGfFwIcdhPkbcYm0bct9FKd/9CCMefq0NTbK5PAGo+g08CnwX+of79JuDx+udHgFuBdwFPSinPSSnPAi8ANzgu627jew6usmvT9Fg4Hyc0DZGsAmNG344Q4qeBb0op/6j1cSalbFyxrwLHgCuBs61rms8TrtBt5FPLcDrp9QmRqjiZnCthe65kEgQjpnwGdwGVEOJW4Ebgt4Djre+PAi8Dr9Q/dz9XJ5l208zZyKd2IuqUpe9gk4auryN1ZHMs625UDKSUP9L8LIR4DHg/8F+EECellI8BtwOPAk8BvyyEOAIcBq5n41xUR+dElhHhqOr142wmb3HpqvH2Ob7azxl7JzF1YLp0mAZ2HmZZRkbGXr5ilecX7ZOBzZ6CoixZlwUVlfYeBd+YLC1+CDgthDgEPAeckVIWQohTwBNsph73SynfcFjOi6gUAkbaojB0/dh3QegeHNr83HynurQ39l3zu27nnepoIc4NsJ1OOCLLNgKwl69YZRsRyLOBwWgFZVWxLosL/8ciCspiIKU82fr1lp7vTwOnHZRpEp3KG+vsUQmBSbBO00FVOqlJx5lzpDXJKwJraZWvOLTaY68OLBsUgRZ5LR6rLGcvX3G+WFO42MzW59fRqKPwQUeJi2lGvL4j31yk3YeKlTBULpO0+q7VDYBqlysQ+6s9Dq/2By2BsqoGxSHPMsgyVuSsspzzxZrzrs/xWFwEYuJSXJ08pHptn8mtm76L+3TSD+xwboRgNRLarGIlAKzynMPZPoB7QdAgicFc+DK5XaU75unvu2bIAtC1CHSJYNVBRQgaxqyDNnmWcXgvrCCk9by58NV4faXb9kf0mfF9nw0FKrm0OgKTZ7myEGyunxaCsvaB5VnGodUeq76NbTOQxGCXMI0gtLnO1SEkqn8zwyNZPXo3S4alhiN77Nq2YGS1IHSXJecgicE24CoasHut7tHtPnwdLu+1JM82zr6m86r6BFSubVsHzTLl3CzOZ9AEdsRCjMEjzojJlI+gLCojtqqPYIq9fGUWg2Dhj1meGJApz9caTF/Q1H1lNbMQ2DjtQjDl3PS57doxXatgqG2YCkH7vsY60A6Ka6wzw6nU4sSgrErKQr/xqIZ0dI+yHrrP5Mhra/ocdjF3JFeHqzQEFI9ueLGL0X+MRhDO67R1y/pJPoMOqh08iqmB7vkFsWwGGyrrUPki2KORt6yCudC1gG2JpHXsAN0OoNJxXTvwVGIJfDF2zHl3T8ZYmQIJmo4QtFcOdFYcusy9opDEIEaWMsKPoXqCkcpUpx1oNCRoEdXJlJ8pVuKpQVjOXx4yoduQVXcA+g7YcbkFeyoflbxM4xJU90zMzNxTCxviEoNdY6yBRhB2a4XKCG7S8R2Io+nfTXAxqscsDnGtJuSr3TrC2rW3Hcw9yraeetVR3xYH5TP5uwkhzPu5ndRxiQEoKXaIUM0hnL4wV15zV2a26XbkqftcLYlapKM76Dg70Uo5v82pSHMSnRhMkWc5+6t4in1QrPWM1vkAAAeNSURBVNUaimrDVY0lGPo8lD9B1R9ig4n14kh4LkQDzjQQVfVpSFZs++EmFRdXUjMy95031/e5j/K4S8zzSOAjSEknTZWTmXSYcbSuqoqDshg/0mwA3QjYsqooqnJ2a2R5YlBVFFXfnysbusFrcdRxPRfXMd1t8o8Jk9Bmh8+9Lgv285W2daArHlVVcb5Ya93Tn5Des8ezmhDROvGiGfPW+xAEV6ctucBz+kVZcFAWTp2J3bTK2gKZ2yqAmMRgG0auGHDhR/AtzD4iDGdqPwfFmsIyr7YAdK2Gqqo4KNZBwt3jEQPY7qAjl/iIuIvBMhvbm6Czl8EjZVVybn3AgUFbbZ9Z0EdRlpwrDoJYBbBAn0GC4W2qpg5C3ycOd+fzun6QyKzGoiw4twb22PgQFBnzHTRCcODCV2BIXGIQ6Oy3qAixTXepZw7oLLk6pi0I7XMOdGlWDg6KtTshMHxncYmBAjHEGeRZdsHkU44zUEX1cIrmOt9nHFgclnGhPE06W0ZRFrxxULG/2mM/X00uOzZLjE3baZYrg7WhDosTgyzTP+nIB6v6pa/LzP3ypc+QYBW6gqISVWhaJtdiMXukYMm59XnW9bmFjSg0dMWhOR3roP7TamVV+nEWGtTD4sSgKAu+c36HHI1jI73Phq86z3dByEAoRxRlQVEWnK9PKGr+OHBbDMqqoqxKinL+gCIVohODndqo5BvdUXcoQtDnH4DZMpqlwSUS3dsw2Vq61cw9gqgcPdb8btuZ28KjE3ugcnZCZAeeLIHoLIOEJmOjv6v5fYQmbcI9SQyWzljMQfO9r3znwmS/QRIwbeKyo1IEohnb0PBVN14l098b4Ws2vWA/uNwqrIrvk41tnim1sUnC11D7BacIRHtCNnoVh6DL8ukeJe86/y0j+QxiZlui93w9h6vj3RKAohgIIZ4Bzta//g3wy8BDbGLvngXulVKWQoi7gXuANfCglPJh5yXeNVw2Xt3DTtrxBdsiTIlBJsVACHEEQEp5svXZ/wEekFI+JoT4LHCHEOIvgPuAdwJHgC8JIf5YSnlOuTTb6kBsT3+GOlXf5z5GUpsAIpf3jYlLEh43aE6JVCyDtwNvEUJ8sb7+o8BNwOP1948A72XzN0qfrDv/OSHEC8ANwF8ql2a1z02HriW/OovqBGQbbtw/rjYi2zZ81Q401yGnUzshx76fQQRuqN7C82+9zns+c3F8dQXsHx7+E3YKqIjBd4BPAr8OXMem82dSyiZU8FXgGHAlb04l2p8rk19+jFOPfSSuEUF3JO12yiwnv3ygGmzOH/B41l9vfk0eLkZt3fBoVTSuv++Jn+e+vrDhufc1ODw2Pr/8mFVaKmLwPPBC3fmfF0K8yMYyaDgKvAy8Uv/c/VyLwY7jCo8NTLsctvfP1Wh9Tl1809RTp77yy47a12GADVE+UWmRdwGfAhBC/Cs2FsAXhRAn6+9vB54AngJOCCGOCCGOAdezcS7Og228Qt/9Y3+zwJYpM3osjxAxBDZ0n0e1/mynJip7GFzRPKOruJkAS6AqlsH/AB4SQnyJzerBXcC3gNNCiEPAc8AZKWUhhDjFRhhy4H4p5Rueyu1+f317c0vo+bvtgSKJN9HZgq3bplyd+TCV9kxkIU5hbSgP3qiKl75OVZZo//07lyaazku0PWdwSSN6YivYP37d02xW+UYJKgbAN4G/C1mARGIHeBvw1qmLQotBIpGIhDQxTSQSQBKDRCJRk8QgkUgASQwSiURNEoNEIgEEOs9ACJEDn2GzCeoc8DNSyhdClKWNEOIHgU9IKU8KIb6PCLdpCyH2gc8B3wMcBh4E/jrSsq6A04Bgs5HtTiCLsax1eY8DTwPvqcsRazm9HCkQyjL4ceCIlPKHgF+gDncOiRDiw2w2Yx2pP/o0m23aJ9g04DuEENey2aZ9M3Ab8HEhxOGZi/qTwIt1uW4HfjXisv4YgJTyZuCX6nJGWdZaZH8NeL3+KNZyXjhSoP7/TldlDSUGPwz8IYCU8ssoREfNwNeAn2j93t2mfSvwLupt2lLKs0CzTXtOfg/4WOv3NZGWVUr5B8DP1r++DfhGrGVlszP3s8A/1L/HWs4LRwoIIf5UCPFuV2UNJQbd7c6FECLoEWxSys8DB62PvGzTtkVK+W0p5atCiKPAGeCBWMsKIKVcCyF+E/gVNuWNrqxCiJ8Gviml/KPWx9GVs6Y5UuA24P3A/8JRWUOJQXe7cy6ljO1vUrU3ETjdpm2LEOK7gUeB35ZS/g4RlxVASvlTwPez8R9c1lOm0GW9C3iPEOIx4Ebgt4DjPeUJXU7YHCnwP6WUlZTyeeBF4JqeMmmXNZQYPAn8KEBt5nw1UDnGeCa6bdqAEOIa4IvAR6SUn4u8rO8TQvxi/et32IjWX8VWVinlj0gpb6mP9vsK8B+AR2IrZ423IwVCmeZfYKPEf87G4XFnoHKM8SFCb9Pu56PAVcDHhBCN7+ADwKkIy/r7wG8IIf4M2Ac+WJcvxnrtEuv793akQNqolEgkgBR0lEgkapIYJBIJIIlBIpGoSWKQSCSAJAaJRKImiUEikQCSGCQSiZokBolEAoD/D7MJLXlxFM0JAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_path = img_base_path.joinpath(\"Fig0326(a)(embedded_square_noisy_512).tif\")\n",
    "img = Image.open(img_path)\n",
    "img = np.asarray(img)\n",
    "img = img.astype(np.uint8)\n",
    "\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-21T07:33:03.943578Z",
     "start_time": "2021-05-21T07:33:03.330163Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2b334c3d808>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"全局直方图均衡\"\"\"\n",
    "global_hist_img = cv2.equalizeHist(img)\n",
    "\n",
    "\"\"\"局部直方图均衡\"\"\"\n",
    "clahe = cv2.createCLAHE(clipLimit=1, tileGridSize=(3,3))\n",
    "local_hist_img  = clahe.apply(img)\n",
    "\n",
    "_,axes = plt.subplots(nrows=1,ncols=3,figsize=(15,8))\n",
    "\n",
    "axes[0].imshow(img)\n",
    "axes[1].imshow(global_hist_img)\n",
    "axes[2].imshow(local_hist_img)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 局部直方图增强"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-28T09:34:22.965429Z",
     "start_time": "2021-05-28T09:34:22.749289Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2459c43da08>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.imread(str(img_base_path.joinpath(\"Fig0327(a)(tungsten_original).tif\")))\n",
    "\n",
    "\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-28T09:34:28.340384Z",
     "start_time": "2021-05-28T09:34:24.734531Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2459c49a288>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from src.chapter3 import hist_local_enhance\n",
    "from imp import reload\n",
    "reload(hist_local_enhance)\n",
    "\n",
    "\n",
    "res = hist_local_enhance.local_enhance(img)\n",
    "\n",
    "plt.figure(figsize=(15,8))\n",
    "plt.imshow(np.hstack([img,res]))"
   ]
  }
 ],
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   "display_name": "Python 3",
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